# Multivariate Time Series Classification on EthanolConcentration UEA-MTSCA (test)

Source: [Multivariate Time Series Classification on EthanolConcentration UEA-MTSCA (test)](<https://www.sota2.com/research/sota/multivariate-time-series-classification-on-ethanolconcentration-uea-mtsca-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-23T08:40:53.669Z

Evaluation of Multivariate Time Series Classification performance on the test split of the EthanolConcentration UEA-MTSCA dataset, measured by accuracy.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Multivariate Time Series Classification |
| Dataset (including any stated split) | EthanolConcentration UEA-MTSCA (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Accuracy](<https://www.sota2.com/research/sota/multivariate-time-series-classification-on-ethanolconcentration-uea-mtsca-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MARS-TC | 37.97 | Not recorded | 69e85bec7d0172140ec811d6 |
| MARS | 34.68 | Not recorded | 69e85bec7d0172140ec811d6 |
| Log-NCDE | 34.4 | Not recorded | 69e85bec7d0172140ec811d6 |
| NCDE | 29.9 | Not recorded | 69e85bec7d0172140ec811d6 |
| LinOSS-IMEX | 29.9 | Not recorded | 69e85bec7d0172140ec811d6 |
| LinOSS-IM | 29.9 | Not recorded | 69e85bec7d0172140ec811d6 |
| Mamba | 27.9 | Not recorded | 69e85bec7d0172140ec811d6 |
| S6 | 26.4 | Not recorded | 69e85bec7d0172140ec811d6 |
| NRDE | 25.3 | Not recorded | 69e85bec7d0172140ec811d6 |
| S5 | 24.1 | Not recorded | 69e85bec7d0172140ec811d6 |
| LRU | 21.5 | Not recorded | 69e85bec7d0172140ec811d6 |

### MARS-TC

Accuracy: 37.97. Result ID: 69e9db0b47f34ce924d10ea0.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bec7d0172140ec811d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e85bec7d0172140ec811d6.md>)

Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction.

### MARS

Accuracy: 34.68. Result ID: 69e9db0b47f34ce924d10e9f.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bec7d0172140ec811d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e85bec7d0172140ec811d6.md>)

Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction.

### Log-NCDE

Accuracy: 34.4. Result ID: 69e9db0b47f34ce924d10e98.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bec7d0172140ec811d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa797b1e209131cea7dbbc.md>)

Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction.

### NCDE

Accuracy: 29.9. Result ID: 69e9db0b47f34ce924d10e97.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bec7d0172140ec811d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa797b1e209131cea7dbbc.md>)

Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction.

### LinOSS-IMEX

Accuracy: 29.9. Result ID: 69e9db0b47f34ce924d10e9d.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bec7d0172140ec811d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa797b1e209131cea7dbbc.md>)

Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction.

### LinOSS-IM

Accuracy: 29.9. Result ID: 69e9db0b47f34ce924d10e9e.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bec7d0172140ec811d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa797b1e209131cea7dbbc.md>)

Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction.

### Mamba

Accuracy: 27.9. Result ID: 69e9db0b47f34ce924d10e9c.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bec7d0172140ec811d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa797b1e209131cea7dbbc.md>)

Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction.

### S6

Accuracy: 26.4. Result ID: 69e9db0b47f34ce924d10e9b.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bec7d0172140ec811d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa797b1e209131cea7dbbc.md>)

Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction.

### NRDE

Accuracy: 25.3. Result ID: 69e9db0b47f34ce924d10e96.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bec7d0172140ec811d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa797b1e209131cea7dbbc.md>)

Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction.

### S5

Accuracy: 24.1. Result ID: 69e9db0b47f34ce924d10e9a.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bec7d0172140ec811d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa797b1e209131cea7dbbc.md>)

Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction.

### LRU

Accuracy: 21.5. Result ID: 69e9db0b47f34ce924d10e99.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bec7d0172140ec811d6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa797b1e209131cea7dbbc.md>)

Recorded evaluation configuration: {"runs":"5"}. This record does not assert independent reproduction.

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